{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": true
    }
   },
   "source": [
    "# Unsupervised Anomaly Detection based on TCNForecaster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anomaly detection detects data points in data that does not fit well with the rest of data. In this notebook we demonstrate how to do anomaly detection using Chronos `TCNForecaster`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For demonstration, we use the publicly available cluster trace data cluster-trace-v2018 of Alibaba Open Cluster Trace Program. You can find the dataset introduction <a href=\"https://github.com/alibaba/clusterdata/blob/master/cluster-trace-v2018/trace_2018.md\" target=\"_blank\">here</a>. In particular, we use machine usage data to demonstrate anomaly detection, you can download the separate data file directly with <a href=\"http://clusterdata2018pubcn.oss-cn-beijing.aliyuncs.com/machine_usage.tar.gz\" target=\"_blank\">machine_usage</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section provides a helper function to plot the ground truth, prediction and anomaly value. You can refer to it later when use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def plot_anomalies_value(y_true, y_pred, pattern_ano_index, trend_ano_index):\n",
    "    \"\"\"\n",
    "    Plot the ground truth, prediction and anomaly value.\n",
    "    \"\"\"\n",
    "    df = pd.DataFrame({\"y_true\": y_true.squeeze(), \"y_pred\": y_pred.squeeze()})\n",
    "    df['p_ano_index'] = 0\n",
    "    df.loc[df.index[pattern_ano_index], 'ano_index'] = 1\n",
    "    df['t_ano_index'] = 0\n",
    "    df.loc[df.index[trend_ano_index], 'ano_index'] = 1\n",
    "\n",
    "    fig, axs = plt.subplots(figsize=(16,6))\n",
    "    axs.plot(df.index, df.y_true, color='blue', label='Ground Truth')\n",
    "    axs.plot(df.index, df.y_pred, color='orange', label='Prediction')\n",
    "    axs.scatter(df.index[pattern_ano_index].tolist(), df.y_true[pattern_ano_index], color='red', label='pattern anomaly values')\n",
    "    axs.scatter(df.index[trend_ano_index].tolist(), df.y_true[trend_ano_index], color='green', label='trend anomaly values')\n",
    "    axs.set_title('The Anomaly Values')\n",
    "    \n",
    "    plt.xlabel('time_step')\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Download raw dataset and load into dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now we download the dataset and load it into a pandas dataframe.Steps are as below:\n",
    "* First, download the raw data <a href=\"http://clusterdata2018pubcn.oss-cn-beijing.aliyuncs.com/machine_usage.tar.gz\" target=\"_blank\">machine_usage</a>. Or run the script `get_data.sh` to download the raw data.It will download the resource usage of each machine from m_1932 to m_2085. \n",
    "* Second, run `grep m_1932 machine_usage.csv > m_1932.csv` to extract records of machine 1932. Or run `extract_data.sh`.We use machine 1932 as an example in this notebook.You can choose any machines in the similar way.\n",
    "* Finally, use pandas to load `m_1932.csv` into a dataframe as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df_1932 = pd.read_csv(\"m_1932.csv\", header=None, usecols=[1,2,3], names=[\"time_step\", \"cpu_usage\", \"mem_usage\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Below are some example records of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time_step</th>\n",
       "      <th>cpu_usage</th>\n",
       "      <th>mem_usage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>386640</td>\n",
       "      <td>41</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>386670</td>\n",
       "      <td>43</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>386690</td>\n",
       "      <td>44</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>386800</td>\n",
       "      <td>46</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>386930</td>\n",
       "      <td>44</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   time_step  cpu_usage  mem_usage\n",
       "0     386640         41         92\n",
       "1     386670         43         92\n",
       "2     386690         44         92\n",
       "3     386800         46         92\n",
       "4     386930         44         93"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1932.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'cpu_usage of machine 1932'}, xlabel='time_step'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_1932.sort_values(by=\"time_step\", inplace=True)\n",
    "df_1932.reset_index(inplace=True)\n",
    "df_1932.plot(y=\"cpu_usage\", x=\"time_step\", figsize=(16,6), title=\"cpu_usage of machine 1932\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Data pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now we need to do data cleaning and preprocessing on the raw data. Note that this part could vary for different dataset. \n",
    "\n",
    "For the machine_usage data, the pre-processing convert the time step in seconds to timestamp starting from 2018-01-01."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df_1932[\"time_step\"] = pd.to_datetime(df_1932[\"time_step\"], unit='s', origin=pd.Timestamp('2018-01-01'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Engineering & Data Preperation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For feature engineering, we use hour of the time stamp as feature in addition to the target cpu usage.\n",
    "\n",
    "For data preperation, we resample the average of cpu_usage in minutes, impute the data to handle missing data and scale the data. At last we generate the sample in numpy ndarray for TCNForecaster to use.\n",
    "\n",
    "We use <a href=\"https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/tsdataset.html\" target=\"_blank\">TSDataset</a> to complete the whole processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:There are irregular interval(more than one interval length) among the data. You can call .resample(interval).impute() first to clean the data manually, or set repair=True when initialize TSDataset.\n",
      "WARNING:root:There are irregular interval(more than one interval length) among the data. You can call .resample(interval).impute() first to clean the data manually, or set repair=True when initialize TSDataset.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((10353, 60, 2), (10353, 1, 1), (991, 60, 2), (991, 1, 1))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bigdl.chronos.data import TSDataset\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# look back one hour data which is of the frequency of 1min.\n",
    "lookback = 60\n",
    "horizon = 1\n",
    "\n",
    "tsdata_train, tsdata_val, tsdata_test = TSDataset.from_pandas(df_1932, dt_col=\"time_step\", target_col=\"cpu_usage\", with_split=True, test_ratio=0.1)\n",
    "standard_scaler = StandardScaler()\n",
    "\n",
    "for tsdata in [tsdata_train, tsdata_test]:\n",
    "    tsdata.resample(interval='1min', merge_mode=\"mean\")\\\n",
    "          .impute(mode=\"last\")\\\n",
    "          .gen_dt_feature()\\\n",
    "          .scale(standard_scaler, fit=(tsdata is tsdata_train))\\\n",
    "          .roll(lookback=lookback, horizon=horizon, feature_col = [\"HOUR\"])\n",
    "\n",
    "x_train, y_train = tsdata_train.to_numpy()\n",
    "x_test, y_test = tsdata_test.to_numpy()\n",
    "x_train.shape, y_train.shape, x_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Time series forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from bigdl.chronos.forecaster import TCNForecaster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "First, we initialize a TCNForecaster based on time step and feature number. More information about TCNForecaster can be found <a href=\"https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/forecasters.html#tcnforecaster\" target=\"_blank\">here</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pytorch_lightning.utilities.seed:Global seed set to 3555246046\n",
      "INFO:pytorch_lightning.utilities.seed:Global seed set to 3555246046\n"
     ]
    }
   ],
   "source": [
    "forecaster = TCNForecaster(past_seq_len=lookback,\n",
    "                           future_seq_len=horizon,\n",
    "                           input_feature_num=2,\n",
    "                           output_feature_num=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now we train the model and wait till it finished."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pytorch_lightning.utilities.rank_zero:GPU available: False, used: False\n",
      "INFO:pytorch_lightning.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n",
      "INFO:pytorch_lightning.utilities.rank_zero:IPU available: False, using: 0 IPUs\n",
      "INFO:pytorch_lightning.utilities.rank_zero:HPU available: False, using: 0 HPUs\n",
      "INFO:pytorch_lightning.callbacks.model_summary:\n",
      "  | Name  | Type             | Params\n",
      "-------------------------------------------\n",
      "0 | model | NormalizeTSModel | 4.4 K \n",
      "1 | loss  | MSELoss          | 0     \n",
      "-------------------------------------------\n",
      "4.4 K     Trainable params\n",
      "0         Non-trainable params\n",
      "4.4 K     Total params\n",
      "0.018     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "740aca7ec9d84c6bb0aeeb95a3b94b75",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forecaster.fit(data=tsdata_train, epochs=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Then we can use the fitted forecaster for prediction and inverse the scaling of the prediction results. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "y_pred_train = forecaster.predict(x_train)\n",
    "y_pred_test = forecaster.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train_unscale = tsdata_train.unscale_numpy(y_pred_train)\n",
    "y_pred_test_unscale = tsdata_test.unscale_numpy(y_pred_test)\n",
    "y_train_unscale = tsdata_train.unscale_numpy(y_train)\n",
    "y_test_unscale = tsdata_test.unscale_numpy(y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Calculate the symetric mean absolute percentage error (sMAPE)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sMAPE is 3.53\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.metric.forecast_metrics import Evaluator\n",
    "smape = Evaluator.evaluate(\"smape\", y_test_unscale, y_pred_test_unscale)\n",
    "print(f\"sMAPE is {'%.2f' % smape[0]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Anomaly detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we initiate a ThresholdDetector to detect anomaly. More information about ThresholdDetector can be found <a href=\"https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/anomaly_detectors.html#thresholddetector\" target=\"_blank\">here</a>. Based on train dataset, we can train it to obtain some information about threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bigdl.chronos.detector.anomaly import ThresholdDetector\n",
    "thd = ThresholdDetector()\n",
    "thd.fit(y_train_unscale, y_pred_train_unscale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We detect two types of anomaly, i.e. pattern anomaly and trend anomaly. By comparing real data and predicted data, we find those pattern anomalies. Meanwhile, we also support forecasting anomaly, that is detect trend anomaly of predicted data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Case1**: If we only have predicted data and want to forecasting anomaly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The index of anoalies in test dataset only according to predict data is:\n",
      "pattern anomaly index: []\n",
      "trend anomaly index: [821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990]\n",
      "anomaly index: [821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990]\n"
     ]
    }
   ],
   "source": [
    "test_anomaly_indexes = thd.anomaly_indexes(y_pred=y_pred_test_unscale)\n",
    "print(\"The index of anoalies in test dataset only according to predict data is:\")\n",
    "for key, value in test_anomaly_indexes.items():\n",
    "    print(f'{key}: {value}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Use `plot_anomalies_value` to intuitively feel the detection results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_anomalies_value(y_test_unscale, y_pred_test_unscale, test_anomaly_indexes['pattern anomaly index'], test_anomaly_indexes['trend anomaly index'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Case2**: If we have true data and predicted data and want to detect anomaly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The index of anoalies in test dataset according to true data and predicted data is:\n",
      "pattern anomaly index: [105, 195, 206, 514, 524, 570, 571, 659, 820]\n",
      "trend anomaly index: [820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990]\n",
      "anomaly index: [514, 524, 570, 571, 105, 659, 195, 206, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990]\n"
     ]
    }
   ],
   "source": [
    "test_anomaly_indexes = thd.anomaly_indexes(y=y_test_unscale, y_pred=y_pred_test_unscale)\n",
    "print(\"The index of anoalies in test dataset according to true data and predicted data is:\")\n",
    "for key, value in test_anomaly_indexes.items():\n",
    "    print(f'{key}: {value}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use `plot_anomalies_value` to intuitively feel the detection results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_anomalies_value(y_test_unscale, y_pred_test_unscale, test_anomaly_indexes['pattern anomaly index'], test_anomaly_indexes['trend anomaly index'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
  },
  "vscode": {
   "interpreter": {
    "hash": "ba8bfd3bf16964ea3765573d7d6a9e7a0b4091a3f490749e514ae33be4d38eb3"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
